Research
I'm interested in computer vision for real-world applications and explainable AI. I enjoy combining my research with my passion, i.e. climate change and bicycle infrastructure projects.
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ICML 2025
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DCBM: Data-Efficient Visual Concept Bottleneck Models
Katharina Prasse*,
Patrick Knab*,
Sascha Marton,
Christian Bartelt,
Margret Keuper
International Conference on Machine Learning (ICML), 2025
paper
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code
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demo
A data-efficient approach for training visual concept bottleneck models that requires fewer labeled concept annotations while maintaining interpretability.
* equal contribution
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WACV 2025
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I Spy with My Little Eye: A Minimum Cost Multicut Investigation of Dataset Frames
Katharina Prasse,
Isaac Bravo,
Stefanie Walter,
Margret Keuper
Winter Conference on Applications of Computer Vision (WACV), 2025
paper
Applying minimum cost multicut to analyze visual frames in social media datasets, studying how climate change is depicted in online visual content.
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Sci. Comm. 2025
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Global Dynamics of Climate Change Imagery: Emotional and Engagement Effects Across Visual Frames on Twitter/X
Isaac Bravo,
Katharina Prasse,
Stefanie Walter,
Saffron O'Neill,
Margret Keuper
Science Communication, 2025
paper
Analyzing how different visual frames of climate change imagery on Twitter/X affect emotional responses and user engagement across global audiences.
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Annals ICA 2026
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Visualizing Climate Change in the Media: A Systematic Literature Review, Challenges, and Future Research
Isaac Bravo,
Stefanie Walter,
Katharina Prasse,
Margret Keuper
Annals of the International Communication Association, 2026
paper
A systematic literature review of how climate change is visualized across media, identifying challenges and future research directions at the intersection of visual communication and computer vision.
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DAGM GCPR 2023
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Local Spherical Harmonics Improve Skeleton-Based Hand Action Recognition
Katharina Prasse,
Steffen Jung,
Yue Zhou,
Margret Keuper
Pattern Recognition: 45th DAGM German Conference (GCPR 2023), Springer 2024
paper
Incorporating local spherical harmonics representations into skeleton-based action recognition improves performance on fine-grained hand gesture classification tasks.
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NeurIPS WS 2023
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Towards Understanding Climate Change Perceptions: A Social Media Dataset
Katharina Prasse,
Steffen Jung,
Isaac Bravo,
Stefanie Walter,
Margret Keuper
NeurIPS Workshop on Tackling Climate Change with Machine Learning, 2023
paper
A curated social media dataset for studying how people perceive and communicate climate change visually, supporting interdisciplinary research in climate communication and computer vision.
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Conference Presentations
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DCBM: Data-Efficient Visual Concept Bottleneck Models
Katharina Prasse*, Patrick Knab*, Sascha Marton, Christian Bartelt, Margret Keuper
ICCV Workshop on Explainable Computer Vision (eXCV), 2025
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code
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demo
DCBM: Data-Efficient Visual Concept Bottleneck Models
Katharina Prasse*, Patrick Knab*, Sascha Marton, Christian Bartelt, Margret Keuper
CVPR Workshop on Explainable AI for Computer Vision (XAI4CV), 2025
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code
/
demo
* equal contribution
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Teaching
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Image Processing (University of Mannheim)
Thesis supervision (University of Mannheim & University of Siegen)
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